Based on these articles, James decides that non-bold labels above input
fields are the best for usability. Interestingly enough, a non-bold
label just above the form field just happenes to be my personal
preference as well.

And now, I know why.

Matteo Penzo’s research using Eye Tracking provides some empirical
evidence that this arrangement is more usable.